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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Khalistan 😂😂😂😂" 130 comments · Page 1 of 6
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
Identity Attack0.57150364
Insult0.7762574
Profanity0.91513264
Threat0.08089764
Severe Toxicity0.50703704
Toxic 0.96069145 Low Con 0.235 Identity Attack Insult Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
crazy how dumbasses be talking about khalistan freely in canada and won’t say shit in india 🤣🤣
crazy how dumbasses be talking about khalistan freely in canada and won’t say shit in india 🤣🤣
Identity Attack0.48915586
Insult0.7762574
Profanity0.70864636
Threat0.027170537
Severe Toxicity0.35368225
Toxic 0.8696708 Low Con 0.214 Insult Comparative_Framing
Jan 30, 2026 Inside Canada's Indian Invasion...
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
khalistans not Indians btw, get your facts checked you idiot
khalistans not Indians btw, get your facts checked you idiot
Identity Attack0.3802808
Insult0.802824
Profanity0.5013569
Threat0.021472665
Severe Toxicity0.16960317
Toxic 0.8460273 Low Con 0.117 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Put khalistan in their asshole.
Put khalistan in their asshole.
Identity Attack0.6637263
Insult0.6798578
Profanity0.759977
Threat0.43137276
Severe Toxicity0.61260825
Toxic 0.7856813 Low Con 0.137 Identity Attack Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Identity Attack0.39773783
Insult0.58196646
Profanity0.44431314
Threat0.048158366
Severe Toxicity0.16960317
Toxic 0.7105462 Low Con 0.197 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Identity Attack0.6649212
Insult0.5739874
Profanity0.25275812
Threat0.04524883
Severe Toxicity0.18844056
Moderate 0.6544696 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
F√¢£ khalistan if they wanna make that here!! ;)
F√¢£ khalistan if they wanna make that here!! ;)
Identity Attack0.4830652
Insult0.40243408
Profanity0.5013569
Threat0.12689553
Severe Toxicity0.3532795
Moderate 0.5885171 Low Con 0.142
Jan 27, 2026 Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. …
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. Throw them out of you country or they will get Khalistan in Canada.
Identity Attack0.57150364
Insult0.4718924
Profanity0.1352073
Threat0.48617232
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.238 Identity Attack Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
Khalistan is crazy, they colonized Canada. So sad.
Khalistan is crazy, they colonized Canada. So sad.
Identity Attack0.5051593
Insult0.5130944
Profanity0.12551236
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.5140397 Low Con 0.244 Identity Attack Insult Fear_Threat
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Majority of new Indian Sikhs in Canada dont want khalistan for starters... Its just old sikhs immigrants and their low iq grandchildren
Majority of new Indian Sikhs in Canada dont want khalistan for starters... Its just old sikhs immigrants and their low iq grandchildren
Identity Attack0.55044734
Insult0.5130944
Profanity0.12096943
Threat0.011172019
Severe Toxicity0.024725812
Moderate 0.50789946 Low Con 0.179 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. …
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. CANADIANS YOU JUST SET YOURSELF FOR FAILURE.
Identity Attack0.5135796
Insult0.44802538
Profanity0.04291453
Threat0.015602129
Severe Toxicity0.023152983
Moderate 0.50789946 Low Con 0.254 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
Bc wtf khalistan is from pak 😡
Bc wtf khalistan is from pak 😡
Identity Attack0.50515765
Insult0.48627716
Profanity0.541926
Threat0.22120713
Severe Toxicity0.45895407
Moderate 0.50503236 Low Con 0.14 Identity Attack Unverified_Claim
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
11:19 aao lassi bc tumko khalistan deta hun 😢
11:19 aao lassi bc tumko khalistan deta hun 😢
Identity Attack0.43896464
Insult0.48627716
Profanity0.4681068
Threat0.4352635
Severe Toxicity0.35368225
Moderate 0.46716887 Low Con 0.26 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have them, India is happy the traitors of our country are leaving.
Identity Attack0.48915586
Insult0.46923602
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.344 Unverified_Claim
Jan 31, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
Identity Attack0.4830652
Insult0.30326313
Profanity0.20592089
Threat0.41878307
Severe Toxicity0.026936848
Moderate 0.45090583 Moderate Con 0.304 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED …
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED MIGRATING TO CANADA WHICH CREATED SOCIAL DILEMA AMONG HINDUS TOO THAT GOING CANADA IS ONLY LIFE DESTINY AND NOW HINDUS ARE FACING RACISM AND RELIGIUS PERSECUTION BY BOTH SIKHS AND CHIRISTIANS IN CANADA
Identity Attack0.5135796
Insult0.34626248
Profanity0.06746418
Threat0.0347677
Severe Toxicity0.02383376
Moderate 0.4394682 Moderate Con 0.387 Identity Attack Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.